{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get region of interest \n",
    "- Visulize marker points from the dataset\n",
    "- Rotate slot candidate\n",
    "- Canny edge transform\n",
    "- Get ROI from candidate slot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image dimensions: (600, 600, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x137a0a4e080>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# read image\n",
    "src = cv2.imread('img/20161019-1-1.bmp')\n",
    "print('Image dimensions:', src.shape)\n",
    "\n",
    "img = np.copy(src)\n",
    "# marker point in slot 1\n",
    "cv2.circle( img, (209, 355), 10, (0,255,0), 10)\n",
    "cv2.circle( img, (87, 376), 10, (0,255,0), 10)\n",
    "\n",
    "cv2.circle( img, (180, 188), 10, (0,255,0), 10)\n",
    "cv2.circle( img, (94, 204), 10, (0,255,0), 10)\n",
    "\n",
    "# marker point in slot 2\n",
    "cv2.circle( img, (153, 31), 10, (0,255,0), 10)\n",
    "cv2.circle( img, (14, 61), 10, (0,255,0), 10)\n",
    "\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "anlge to rotate: 9.851327342808064\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "# get slot angle and rotate\n",
    "point1 =  [209, 355] \n",
    "point2 = [180, 188]\n",
    "k = (point2[0]-point1[0])/(point2[1]-point1[1]) # slop\n",
    "rad = np.arctan(k) # angle in rad\n",
    "deg = np.degrees(rad) \n",
    "angle = 90 - deg\n",
    "print('anlge to rotate:',deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x137a0aa62e8>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# rotation image\n",
    "img_gray = cv2.cvtColor(src, cv2.COLOR_RGB2GRAY)\n",
    "img = np.copy(img_gray)\n",
    "rows,cols = img.shape\n",
    "\n",
    "M = cv2.getRotationMatrix2D((cols/2,rows/2),angle,1)\n",
    "dst = cv2.warpAffine(img,M,(cols,rows))\n",
    "plt.imshow(dst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x137a08c6d68>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# crop a slot candidate\n",
    "\n",
    "dst2 = dst[390:550,150:350]\n",
    "dst3 = np.copy(dst2)\n",
    "\n",
    "# plot marker point\n",
    "cv2.circle( dst3, (17, 10), 3, (0,255,0), 3) \n",
    "cv2.circle( dst3, (187, 10), 3, (0,255,0), 3)\n",
    "\n",
    "plt.imshow(dst3)\n",
    "cv2.imwrite('slot_roi.bmp',dst2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1379ebaa7b8>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Try Canny detector\n",
    "gray = np.copy(dst2)\n",
    "tight = cv2.Canny(gray, 200, 240)\n",
    " \n",
    "    \n",
    "# Display the images\n",
    "cv2.imwrite('canny.bmp',tight)\n",
    "plt.imshow(tight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# apply a mask on the region of interest\n",
    "def region_of_interest(img,vertices):\n",
    "    #defining a blank mask to start with\n",
    "    mask = np.zeros_like(img)   \n",
    "    \n",
    "    #defining a 3 channel or 1 channel color to fill the mask with depending on the input image\n",
    "    if len(img.shape) > 2:\n",
    "        channel_count = img.shape[2]  # i.e. 3 or 4 depending on your image\n",
    "        ignore_mask_color = (255,) * channel_count\n",
    "    else:\n",
    "        ignore_mask_color = 1\n",
    "        \n",
    "    #filling pixels inside the polygon defined by \"vertices\" with the fill color    \n",
    "    cv2.fillPoly(mask, vertices, ignore_mask_color)\n",
    "    \n",
    "    #returning the image only where mask pixels are nonzero\n",
    "    masked_image = cv2.bitwise_and(img, mask)\n",
    "    return masked_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# apply a mask on the region of interest\n",
    "def region_of_interest(img,vertices):\n",
    "    #defining a blank mask to start with\n",
    "    mask = np.zeros_like(img)   \n",
    "    \n",
    "    #defining a 3 channel or 1 channel color to fill the mask with depending on the input image\n",
    "    if len(img.shape) > 2:\n",
    "        channel_count = img.shape[2]  # i.e. 3 or 4 depending on your image\n",
    "        ignore_mask_color = (255,) * channel_count\n",
    "    else:\n",
    "        ignore_mask_color = 1\n",
    "        \n",
    "    #filling pixels inside the polygon defined by \"vertices\" with the fill color    \n",
    "    cv2.fillPoly(mask, vertices, ignore_mask_color)\n",
    "    \n",
    "    #returning the image only where mask pixels are nonzero\n",
    "    masked_image = cv2.bitwise_and(img, mask)\n",
    "    return masked_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x137a0ad9eb8>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test if the region of interest works\n",
    "img = np.copy(src) # load image\n",
    "img_x = img.shape[1]\n",
    "img_y = img.shape[0]\n",
    "\n",
    "\n",
    "pt1 = [209, 355]\n",
    "pt2 = [87, 376]\n",
    "pt3 = [180, 188]\n",
    "pt4 = [94, 204]\n",
    "\n",
    "# select mask region\n",
    "vertices = np.array([[(pt3[0],pt3[1]),(pt1[0],pt1[1] ),\n",
    "                     (pt2[0],pt2[1]), (pt4[0],pt4[1])]], dtype=np.int32)\n",
    "\n",
    "# test on color image\n",
    "img_masked = region_of_interest(img,vertices)\n",
    "\n",
    "# visualize\n",
    "plt.imshow(img_masked)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
